Multi-Objective Optimization of a Fractional-Order Control System for an EMS-Type Maglev Model

被引:2
|
作者
Wang, Meiqi [1 ]
Zeng, Siheng [2 ]
He, Yixin [2 ]
Su, Shan [2 ]
Liu, Pengfei [1 ]
机构
[1] Shijiazhuang Tiedao Univ, State Key Lab Mech Behav & Syst Safety Traff Engn, Shijiazhuang 050043, Peoples R China
[2] Shijiazhuang Tiedao Univ, Sch Mech Engn, Shijiazhuang 050043, Peoples R China
关键词
EMS-type maglev models; fractional order discretization; multi-objective optimization algorithms; maglev control; ALGORITHM; SUSPENSION; DESIGN;
D O I
10.1109/TVT.2024.3394955
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents a multi-objective optimization approach for a fractional-order control system for electric-magnetic suspension (EMS) type magnetic levitation (maglev) models, aiming to optimize the non-linear magnetic buoyancy control parameters. Firstly, a multi-body dynamics model of an EMS-type maglev vehicle with a fractional-order PID control system is developed. To fulfill the multi-objective requirements and optimize the fractional order parameters, an improved multi-objective optimization algorithm is proposed. The Sperling index and the magnitude of the vertical suspension gap variation are employed as the optimization objectives. Then, the aforementioned multi-objective optimization algorithm is applied to the constructed multi-body dynamics model to perform multi-objective optimization of the control parameters. Finally, the Pareto front solution is calculated and the optimal control parameters are obtained. The results demonstrate that the optimized control parameters can significantly reduce the vertical suspension gap and Sperling index during operation, with the reduction in the vertical suspension gap amplitude and its standard deviation being 10 similar to 73%, and the reduction in the Sperling index being 8 similar to 13%.
引用
收藏
页码:12652 / 12667
页数:16
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